Clinical practice guidelines (CPGs) serve as the cornerstone of medical decision-making, with evaluation tools such as AGREE and RIGHT designed to ensure that these guidelines are grounded in the best available evidence and contribute to enhancing healthcare quality. This article reviews the historical development and current status of CPG evaluation tools, examining their diversity, complexity, application challenges, and inconsistencies in evaluation outcomes. A thorough discussion is provided on the strengths and weaknesses of existing evaluation tools, along with proposed future developmental directions. It is recommended that future efforts prioritize the creation of more streamlined tool designs, foster enhanced international collaboration strategies, and incorporate artificial intelligence technologies. These initiatives aim to improve both the efficiency and accuracy of evaluative processes while facilitating advancements in healthcare practices towards elevated quality standards.